Here is the surface f(x,y)=x2

, everything below class -. Let us again consider what this decision boundary is in our original 2d space. As before, we drop the z-coordinate by looking straight down and so the decision boundary back in our original space is a circle. Thus we have the second reason why SVMs are terrific, A HIGHER DIMESIONAL FEATURE SPACE IS GOOD ................
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